Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: TPST2

Gene summary for TPST2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TPST2

Gene ID

8459

Gene nametyrosylprotein sulfotransferase 2
Gene AliasTANGO13B
Cytomap22q12.1
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A0A024R1G9


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
8459TPST2P82T-EHumanEsophagusESCC4.18e-069.21e-010.1072
8459TPST2P83T-EHumanEsophagusESCC2.26e-431.40e+000.1738
8459TPST2P84T-EHumanEsophagusESCC2.25e-075.41e-010.0933
8459TPST2P89T-EHumanEsophagusESCC5.76e-099.21e-010.1752
8459TPST2P91T-EHumanEsophagusESCC5.85e-069.46e-010.1828
8459TPST2P107T-EHumanEsophagusESCC1.25e-267.21e-010.171
8459TPST2P127T-EHumanEsophagusESCC9.80e-253.38e-010.0826
8459TPST2P128T-EHumanEsophagusESCC3.26e-341.15e+000.1241
8459TPST2P130T-EHumanEsophagusESCC2.36e-771.59e+000.1676
8459TPST2NAFLD1HumanLiverNAFLD1.39e-024.28e-01-0.04
8459TPST2S43HumanLiverCirrhotic4.59e-05-8.28e-02-0.0187
8459TPST2HCC1_MengHumanLiverHCC1.07e-662.07e-020.0246
8459TPST2HCC2_MengHumanLiverHCC6.19e-07-9.60e-020.0107
8459TPST2cirrhotic2HumanLiverCirrhotic1.04e-022.29e-010.0201
8459TPST2HCC1HumanLiverHCC7.12e-032.46e+000.5336
8459TPST2HCC2HumanLiverHCC8.08e-133.45e+000.5341
8459TPST2S014HumanLiverHCC1.15e-045.12e-010.2254
8459TPST2S027HumanLiverHCC1.88e-101.12e+000.2446
8459TPST2S028HumanLiverHCC9.07e-198.84e-010.2503
8459TPST2S029HumanLiverHCC6.30e-251.23e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0033865ColorectumADnucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0033875ColorectumADribonucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0034032ColorectumADpurine nucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0034035ColorectumADpurine ribonucleoside bisphosphate metabolic process11/391821/187231.43e-031.22e-0211
GO:0050427ColorectumAD3'-phosphoadenosine 5'-phosphosulfate metabolic process11/391821/187231.43e-031.22e-0211
GO:00061632ColorectumMSSpurine nucleotide metabolic process128/3467396/187232.04e-113.02e-09128
GO:00091502ColorectumMSSpurine ribonucleotide metabolic process121/3467368/187232.08e-113.02e-09121
GO:00725212ColorectumMSSpurine-containing compound metabolic process132/3467416/187234.13e-114.86e-09132
GO:00092592ColorectumMSSribonucleotide metabolic process123/3467385/187231.17e-101.20e-08123
GO:00196932ColorectumMSSribose phosphate metabolic process124/3467396/187234.11e-103.49e-08124
GO:00091172ColorectumMSSnucleotide metabolic process144/3467489/187231.87e-091.35e-07144
GO:00067532ColorectumMSSnucleoside phosphate metabolic process145/3467497/187233.25e-092.23e-07145
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
TPST2insertionFrame_Shift_Insrs756080117c.996_997insCp.Asn333GlnfsTer6p.N333Qfs*6O60704protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TPST2insertionFrame_Shift_Insnovelc.996_997insCCp.Asn333ProfsTer18p.N333Pfs*18O60704protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TPST2SNVMissense_Mutationnovelc.949N>Ap.Ala317Thrp.A317TO60704protein_codingdeleterious(0.02)benign(0.421)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TPST2SNVMissense_Mutationnovelc.655N>Ap.Glu219Lysp.E219KO60704protein_codingtolerated(0.14)benign(0.094)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TPST2SNVMissense_Mutationrs770653345c.485N>Tp.Thr162Metp.T162MO60704protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TPST2SNVMissense_Mutationnovelc.499N>Tp.Val167Phep.V167FO60704protein_codingdeleterious(0.03)possibly_damaging(0.672)TCGA-LP-A4AW-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TPST2SNVMissense_Mutationc.839C>Tp.Ser280Phep.S280FO60704protein_codingdeleterious(0)probably_damaging(0.997)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TPST2SNVMissense_Mutationc.391N>Ap.Glu131Lysp.E131KO60704protein_codingtolerated(0.15)benign(0.024)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TPST2SNVMissense_Mutationnovelc.281N>Cp.Val94Alap.V94AO60704protein_codingdeleterious(0)probably_damaging(0.991)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TPST2SNVMissense_Mutationnovelc.949N>Ap.Ala317Thrp.A317TO60704protein_codingdeleterious(0.02)benign(0.421)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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